01
AI Foundations
Understand what AI is, how systems learn, where they fail, and how to judge claims without hype.
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Five outcome-based courses
Each course includes explicit outcomes, mapped competencies, practice activities, and an applied capstone.
02
Responsible AI User
Use AI productively while protecting privacy, checking outputs, and preserving human accountability.
03
AI at Work
Evaluate workplace use cases, run safe pilots, measure value, and communicate changes responsibly.
04
AI Policy & Society
Analyze AI systems through rights, equity, governance, safety, and public-interest outcomes.
05
Building with AI Systems
Understand language models, retrieval, agents, evaluation, cost, and deployment safeguards through practical system design.
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FundamentalsCore concepts: how AI works at a high level.84 guides Language AILLMs, NLP, ChatGPT, prompting, and text understanding.155 guides Visual AIImage generation, computer vision, video, and design.133 guides Audio AIVoice, music, podcasting, and audio-first AI.117 guides CompaniesProfiles of OpenAI, Anthropic, Google, Meta, and more.121 guides ApplicationsHow AI shows up in coding, search, agents, and daily life.111 guides IndustriesAI in healthcare, finance, education, energy, and more.91 guides TechnicalChips, fine-tuning, RAG, vectors, and AI infrastructure.177 guides SocietyBias, privacy, copyright, safety, and the AI future.30 guides
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Visual AI
Visual Odometry
Visual odometry estimates how a camera moves through the world by tracking how the image changes frame to frame.
Visual AINovel View Synthesis
Novel view synthesis generates photorealistic images of a scene from viewpoints that were never actually photographed.
IndustriesAI in Cardiology
AI in cardiology uses machine learning to read ECGs, echocardiograms, and cardiac scans faster and often more accurately than the human eye alone.
IndustriesAI in Dentistry
AI in dentistry analyzes X-rays and intraoral scans to catch cavities, bone loss, and other problems that human eyes might miss.
IndustriesAI in Telemedicine
AI in telemedicine powers symptom checkers, virtual triage, automated note-taking, and remote monitoring that make online care faster and more scalable.
Language AIMaximum Marginal Relevance
Maximum Marginal Relevance (MMR) is a re-ranking method that balances how relevant a result is against how different it is from results already chosen.
Language AISelf-RAG and Reflective Retrieval
Self-RAG is a framework where a language model decides when to retrieve, then critiques both the retrieved passages and its own output using special…
Language AIGraphRAG Knowledge Graphs
GraphRAG enhances retrieval-augmented generation by building a knowledge graph of entities and relationships from a document collection, then retrieving over…
IndustriesAI in Border Security and Immigration
AI helps governments screen travelers, monitor borders, and process immigration paperwork — but it also raises serious questions about surveillance, bias…
IndustriesAI in Disaster Response
AI helps predict, detect, and respond to floods, wildfires, earthquakes, and storms — turning floods of satellite, sensor, and social-media data into faster…
IndustriesAI in Urban Planning and Smart Cities
AI helps cities manage traffic, energy, waste, and growth by turning sensor and mobility data into smarter decisions.
Language AISkeleton-of-Thought Parallel Decoding
Skeleton-of-Thought (SoT) is a prompting and decoding technique that first asks a language model to outline a brief skeleton of answer points, then expands…
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